# Multi-Answer Question Answering on Mintaka Source: [Multi-Answer Question Answering on Mintaka]() Collection index: [llms.txt]() Data updated: 2026-06-02T08:36:01.585Z Evaluation of model performance on the Mintaka dataset for Multi-Answer Question Answering, reporting Precision, Recall, and F1 scores. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multi-Answer Question Answering | | Dataset (including any stated split) | Mintaka | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | SPADER | 64.2 | Not recorded | 6a1e63c3dbd7150506f8539b | | StepSearch | 63.9 | Not recorded | 6a1e63c3dbd7150506f8539b | | SPADER | 62.5 | Not recorded | 6a1e63c3dbd7150506f8539b | | R3-RAG | 61.7 | Not recorded | 6a1e63c3dbd7150506f8539b | | PPO | 61 | Not recorded | 6a1e63c3dbd7150506f8539b | | R3-RAG | 58.7 | Not recorded | 6a1e63c3dbd7150506f8539b | | StepSearch | 58.5 | Not recorded | 6a1e63c3dbd7150506f8539b | | PPO | 57.3 | Not recorded | 6a1e63c3dbd7150506f8539b | | GRPO | 54 | Not recorded | 6a1e63c3dbd7150506f8539b | | SPADER (QAMPARI-only) | 53.8 | Not recorded | 6a1e63c3dbd7150506f8539b | | GRPO | 52.8 | Not recorded | 6a1e63c3dbd7150506f8539b | | SPADER (QAMPARI-only) | 51.1 | Not recorded | 6a1e63c3dbd7150506f8539b | | ReAct | 40.9 | Not recorded | 6a1e63c3dbd7150506f8539b | | ReAct | 38.4 | Not recorded | 6a1e63c3dbd7150506f8539b | | RAG | 33 | Not recorded | 6a1e63c3dbd7150506f8539b | | RAG | 29.7 | Not recorded | 6a1e63c3dbd7150506f8539b | ### SPADER Precision: 64.2. Result ID: 6a1e9542fbc373592c18bcba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### StepSearch Precision: 63.9. Result ID: 6a1e9542fbc373592c18bcb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### SPADER Precision: 62.5. Result ID: 6a1e9542fbc373592c18bcc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### R3-RAG Precision: 61.7. Result ID: 6a1e9542fbc373592c18bcb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### PPO Precision: 61. Result ID: 6a1e9542fbc373592c18bcb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### R3-RAG Precision: 58.7. Result ID: 6a1e9542fbc373592c18bcbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### StepSearch Precision: 58.5. Result ID: 6a1e9542fbc373592c18bcc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### PPO Precision: 57.3. Result ID: 6a1e9542fbc373592c18bcbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO Precision: 54. Result ID: 6a1e9542fbc373592c18bcb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### SPADER (QAMPARI-only) Precision: 53.8. Result ID: 6a1e9542fbc373592c18bcb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### GRPO Precision: 52.8. Result ID: 6a1e9542fbc373592c18bcbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### SPADER (QAMPARI-only) Precision: 51.1. Result ID: 6a1e9542fbc373592c18bcc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### ReAct Precision: 40.9. Result ID: 6a1e9542fbc373592c18bcb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### ReAct Precision: 38.4. Result ID: 6a1e9542fbc373592c18bcbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### RAG Precision: 33. Result ID: 6a1e9542fbc373592c18bcb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama3.1-8B"}. This record does not assert independent reproduction. ### RAG Precision: 29.7. Result ID: 6a1e9542fbc373592c18bcbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.